checking_account_status
int64
account_life_in_months
int64
credit_status
int64
loan_purpose
string
current_credit
int64
current_savings
int64
employed_since
int64
installment_rate_percentage
int64
is_male
bool
marital_status
int64
guarantors
int64
years_living_in_current_residence
int64
age
int64
installment_plans
int64
housing_status
int64
nr_credit_accounts_in_bank
int64
job_status
int64
number_of_people_in_support
int64
has_registered_phone_number
int64
is_foreign
bool
loan_granted
int64
0
18
2
radio/television
1,473
1
1
3
false
2
0
4
39
2
2
1
2
1
1
false
0
2
18
4
business
1,887
0
2
4
false
2
0
4
28
0
2
2
2
1
0
false
0
0
24
3
business
8,648
1
1
2
false
1
0
2
27
0
2
2
2
1
1
false
1
0
14
3
new car
802
1
2
4
false
1
0
2
27
2
2
2
1
1
0
false
0
2
18
3
new car
2,899
0
4
4
false
1
0
4
43
2
2
1
2
2
0
false
0
2
24
2
radio/television
2,039
1
1
1
false
2
0
1
22
2
2
1
2
1
1
false
1
0
24
4
used car
2,197
0
3
4
false
1
0
4
43
2
2
2
2
2
1
false
0
1
15
2
radio/television
1,053
1
1
4
false
2
0
2
27
2
2
1
2
1
0
true
0
0
24
2
radio/television
3,235
3
4
3
false
0
0
2
26
2
2
1
3
1
1
false
0
3
12
4
new car
939
3
3
4
false
2
0
2
28
2
2
3
2
1
1
false
1
2
24
2
radio/television
1,967
1
4
4
true
0
0
4
20
2
2
1
2
1
1
false
0
0
33
4
used car
7,253
1
3
3
false
1
0
2
35
2
2
2
3
1
1
false
0
0
12
4
business
2,292
1
0
4
false
1
0
2
42
1
2
2
3
1
1
false
1
0
10
2
new car
1,597
3
2
3
false
1
0
2
40
2
1
1
1
2
0
true
0
1
24
2
new car
1,381
0
2
4
true
0
0
2
35
2
2
1
2
1
0
false
1
0
36
4
used car
5,842
1
4
2
false
1
0
2
35
2
2
2
2
2
1
false
0
1
12
2
new car
2,579
1
1
4
false
1
0
1
33
2
2
1
1
2
0
false
1
1
18
3
education
8,471
0
2
1
true
0
0
2
23
2
1
2
2
1
1
false
0
0
21
2
new car
2,782
3
3
1
true
0
0
2
31
0
2
1
3
1
0
false
0
2
18
2
new car
1,042
0
2
4
true
0
0
2
33
2
2
1
2
1
0
false
1
0
15
2
new car
3,186
4
3
2
true
0
0
3
20
2
1
1
2
1
0
false
0
2
12
2
used car
2,028
0
2
4
false
1
0
2
30
2
2
1
2
1
0
false
0
2
12
4
new car
958
1
3
2
false
1
0
3
47
2
2
2
1
2
0
false
0
0
21
3
furniture/equipment
1,591
2
3
4
false
1
0
3
34
2
2
2
3
1
0
false
0
2
12
2
furniture/equipment
2,762
0
4
1
true
0
0
2
25
0
2
1
2
1
1
false
1
2
18
2
used car
2,779
1
2
1
false
2
0
3
21
2
1
1
2
1
1
false
0
0
28
4
radio/television
2,743
1
4
4
false
1
0
2
29
2
2
2
2
1
0
false
0
0
18
4
radio/television
1,149
4
2
4
false
1
0
3
46
2
2
2
2
1
0
false
0
0
9
2
furniture/equipment
1,313
1
4
1
false
1
0
4
20
2
2
1
2
1
0
false
0
1
18
4
repairs
1,190
1
0
2
true
0
0
4
55
2
0
3
0
2
0
false
1
0
5
2
business
3,448
1
3
1
false
1
0
4
74
2
2
1
1
1
0
false
0
2
24
2
others
11,328
1
2
2
false
1
1
3
29
0
2
2
3
1
1
false
1
1
6
4
furniture/equipment
1,872
1
0
4
false
1
0
4
36
2
0
3
3
1
1
false
0
0
24
4
repairs
2,058
1
2
4
false
0
0
2
33
2
2
2
2
1
1
false
0
1
9
2
furniture/equipment
2,136
1
2
3
false
1
0
2
25
2
2
1
2
1
0
false
0
2
12
2
radio/television
1,484
0
2
2
false
2
0
1
25
2
2
1
2
1
1
false
1
0
6
2
repairs
660
3
3
2
false
2
0
4
23
2
1
1
1
1
0
false
0
0
24
4
new car
1,287
4
4
4
true
0
0
4
37
2
2
2
2
1
1
false
0
1
42
4
repairs
3,394
1
0
4
false
1
1
4
65
2
2
2
0
1
0
false
0
3
12
1
business
609
1
1
4
true
0
0
1
26
2
2
1
0
1
0
false
1
0
12
2
new car
1,884
1
4
4
false
1
0
4
39
2
2
1
3
1
1
false
0
1
12
2
furniture/equipment
1,620
1
2
2
true
0
1
3
30
2
2
1
2
1
0
false
0
2
20
3
others
2,629
1
2
2
false
1
0
3
29
0
2
2
2
1
1
false
0
0
12
2
education
719
1
4
4
false
1
0
4
41
0
2
1
1
2
0
false
1
2
48
4
furniture/equipment
5,096
1
2
2
true
0
0
3
30
2
2
1
3
1
1
false
1
0
9
4
education
1,244
0
4
4
true
0
0
4
41
2
1
2
1
1
0
false
0
1
36
2
new car
1,842
1
1
4
true
0
0
4
34
2
2
1
2
1
1
false
1
2
7
2
radio/television
2,576
1
2
2
false
1
2
2
35
2
2
1
2
1
0
false
0
3
12
2
furniture/equipment
1,424
0
4
3
true
0
0
4
55
2
2
1
3
1
1
false
0
2
15
3
repairs
1,512
4
2
3
false
2
0
3
61
1
2
2
2
1
0
false
1
0
36
4
used car
11,054
0
2
4
false
1
0
2
30
2
2
1
3
1
1
false
0
0
6
2
radio/television
518
1
2
3
true
0
0
1
29
2
2
1
2
1
0
false
0
0
12
0
furniture/equipment
2,759
1
4
2
false
1
0
4
34
2
2
2
2
1
0
false
0
0
24
2
used car
2,670
1
4
4
false
1
0
4
35
2
2
1
3
1
1
false
0
1
24
2
new car
4,817
1
3
2
false
1
1
3
31
2
2
1
2
1
1
false
1
0
24
2
used car
2,679
1
1
4
true
0
0
1
29
2
2
1
3
1
1
false
0
1
11
4
new car
3,905
1
2
2
false
1
0
2
36
2
1
2
2
2
0
false
0
1
12
2
used car
3,386
1
4
3
false
1
0
4
35
2
0
1
2
1
1
false
1
1
6
2
domestic appliances
343
1
1
4
true
0
0
1
27
2
2
1
2
1
0
false
0
0
18
2
radio/television
4,594
1
1
3
false
1
0
2
32
2
2
1
2
1
1
false
0
1
36
2
furniture/equipment
3,620
1
2
1
false
1
2
2
37
2
2
1
2
2
0
false
0
1
15
2
new car
1,721
1
1
2
false
1
0
3
36
2
2
1
2
1
0
false
0
2
12
2
furniture/equipment
3,017
1
1
3
true
0
0
1
34
2
1
1
3
1
0
false
0
2
12
2
retraining
754
0
4
4
false
1
0
4
38
2
2
2
2
1
0
false
0
0
18
2
business
1,950
1
3
4
false
1
0
1
34
1
2
2
2
1
1
false
0
1
24
2
used car
2,924
1
2
3
false
1
2
4
63
0
2
1
2
2
1
false
0
1
24
3
radio/television
1,659
1
1
4
true
0
0
2
29
2
1
1
1
1
1
false
1
0
48
3
radio/television
7,238
0
4
3
false
1
0
3
32
0
2
2
2
2
0
false
0
0
33
3
business
2,764
1
2
2
true
0
0
2
26
2
2
2
2
1
1
false
0
0
24
3
used car
4,679
1
3
3
false
1
0
3
35
2
2
2
1
1
1
false
0
2
24
2
radio/television
3,092
2
1
3
false
2
0
2
22
2
1
1
2
1
1
false
1
1
6
2
education
448
1
1
4
true
0
0
4
23
2
2
1
2
1
0
false
1
1
9
2
new car
654
1
2
4
false
1
0
3
28
2
2
1
1
1
0
false
1
0
6
2
retraining
1,238
0
0
4
false
1
0
4
36
2
2
1
3
2
1
false
0
2
18
4
radio/television
1,245
1
2
4
false
2
0
2
33
2
2
1
2
1
0
false
1
1
18
0
furniture/equipment
3,114
1
1
1
true
0
0
4
26
2
1
1
2
1
0
false
1
0
39
2
used car
2,569
3
2
4
false
1
0
4
24
2
2
1
2
1
0
false
0
3
24
2
radio/television
5,152
1
3
4
false
1
0
2
25
0
2
1
2
1
0
false
0
2
12
2
business
1,037
2
3
3
false
1
0
4
39
2
2
1
1
1
0
false
0
1
15
4
furniture/equipment
1,478
1
4
4
false
1
0
4
44
2
2
2
2
2
1
false
0
2
12
4
radio/television
3,573
1
2
1
true
0
0
1
23
2
2
1
1
1
0
false
0
2
24
2
new car
1,201
1
1
4
false
1
0
1
26
2
2
1
2
1
0
false
0
1
30
2
furniture/equipment
3,622
4
4
4
true
0
0
4
57
2
1
2
2
1
1
false
0
0
15
3
furniture/equipment
960
4
3
3
true
0
0
2
30
2
2
2
2
1
0
false
0
0
12
4
new car
1,163
3
2
4
false
1
0
4
44
2
2
1
2
1
1
false
0
2
6
3
new car
1,209
1
0
4
false
1
0
4
47
2
2
1
3
1
1
false
1
0
12
2
radio/television
3,077
1
2
2
false
1
0
4
52
2
2
1
2
1
1
false
0
0
24
2
new car
3,757
1
4
4
true
0
1
4
62
2
0
1
2
1
1
false
0
0
10
2
new car
1,418
2
2
3
false
1
0
2
35
2
1
1
1
1
0
true
0
0
6
2
new car
3,518
1
2
2
false
1
2
3
26
2
1
1
2
1
0
false
0
0
12
4
radio/television
1,934
1
4
2
false
1
0
2
26
2
2
2
2
1
0
false
0
2
27
0
business
8,318
1
4
2
true
0
0
4
42
2
0
2
3
1
1
false
1
0
6
4
radio/television
1,237
2
2
1
true
0
0
1
27
2
2
2
2
1
0
false
0
2
6
2
radio/television
368
0
4
4
false
1
0
4
38
2
2
1
2
1
0
false
0
1
12
4
new car
2,122
1
2
3
false
1
0
2
39
2
1
2
1
2
0
true
0
1
24
2
furniture/equipment
2,996
0
2
2
false
2
0
4
20
2
2
1
2
1
0
false
1
2
36
2
furniture/equipment
9,034
2
1
4
false
1
1
1
29
2
1
1
3
1
1
false
1
0
24
4
furniture/equipment
1,585
1
3
4
false
1
0
3
40
2
2
2
2
1
0
false
0
2
18
2
radio/television
1,301
1
4
4
false
2
2
2
32
2
2
1
1
1
0
false
0
3
6
4
new car
1,323
2
4
2
false
0
0
4
28
2
2
2
2
2
1
false
0